The impact of time windows constraints on metaheuristics implementation: a study for the Discrete and Dynamic Berth Allocation Problem

被引:4
|
作者
Barbosa, Flavia [1 ]
Berbert Rampazzo, Priscila C. [2 ]
de Azevedo, Anibal Tavares [2 ]
Yamakami, Akebo [3 ]
机构
[1] Univ Porto, Fac Engn, Porto, Portugal
[2] Univ Estadual Campinas, Fac Ciencias Aplicadas, Limeira, Brazil
[3] Univ Estadual Campinas, Fac Engn Elect & Comp, Campinas, SP, Brazil
关键词
Berth allocation; Metaheuristics; Time windows constraints; Data generator; QUAY CRANE ASSIGNMENT; ALGORITHM; SEARCH; SOLVE;
D O I
10.1007/s10489-021-02420-4
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper describes the development of a mechanism to deal with time windows constraints. To the best of our knowledge, the time windows constraints are difficult to be fulfilled even for state-of-the-art methods. Therefore, the main contribution of this paper is to propose a new computational technique to deal with such constraints to ensure the algorithm convergence. We test such technique in two metaheuristics to solve the discrete and dynamic Berth Allocation Problem. A data set generator was created, resulting in a diversity of problems in terms of time windows constraints. A detailed computational analysis was carried out to compare the performance for each metaheuristic.
引用
收藏
页码:1406 / 1434
页数:29
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